{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyspark,datetime,ogr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pygeohash,pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc = pyspark.SparkContext()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "rdd = sc.textFile(\"e:/110000.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mymap(line):\n",
    "    m = line.split(\",\")\n",
    "    return (m[1],{datetime.datetime.strptime(m[0],'%Y-%m-%d %H:%M:%S'):m})\n",
    "def mymap2(x):\n",
    "    m = {}\n",
    "    for x1 in x[1]:\n",
    "        for xk in x1:\n",
    "            m[xk] = (x1[xk][2],x1[xk][3])\n",
    "    startPnt = m[min(m)]\n",
    "    endPnt = m[max(m)]\n",
    "    return ([startPnt,endPnt])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "gk = rdd.map(lambda line : mymap(line)).groupByKey()\\\n",
    ".map(lambda x : mymap2(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8028\n"
     ]
    }
   ],
   "source": [
    "print(gk.count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mymap3(line):\n",
    "    pntline = list(line)\n",
    "    pnt1 = pygeohash.encode(float(pntline[0][1]),float(pntline[0][0]),6)\n",
    "    pnt2 = pygeohash.encode(float(pntline[1][1]),float(pntline[1][0]),6)\n",
    "    return (\"{0}_{1}\".format(pnt1,pnt2),1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "gh = gk.map(lambda line : mymap3(line)).reduceByKey(lambda x,y : x+y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "res =  gh.collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4100"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "od = pandas.DataFrame(res,columns=[\"geohash\",\"count\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geohash</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2075</th>\n",
       "      <td>wx4dy7_wx4dy7</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2154</th>\n",
       "      <td>wx4g3b_wx4g3b</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2038</th>\n",
       "      <td>wx4g4b_wx4g4b</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>wx4dxt_wx4dxt</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2065</th>\n",
       "      <td>wx4gve_wx4gve</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            geohash  count\n",
       "2075  wx4dy7_wx4dy7     48\n",
       "2154  wx4g3b_wx4g3b     38\n",
       "2038  wx4g4b_wx4g4b     36\n",
       "139   wx4dxt_wx4dxt     32\n",
       "2065  wx4gve_wx4gve     31"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "od.sort_values(\"count\",ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.lines as le"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json,arcpy\n",
    "with arcpy.da.SearchCursor(\"./data/bj.shp\", [\"SHAPE@JSON\"]) as cursor:\n",
    "    for r in cursor:\n",
    "        bj = json.loads(r[0])[\"rings\"][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('dark_background')\n",
    "fig = plt.figure(figsize=(14,10))\n",
    "ax = fig.gca()\n",
    "for i in range(len(od)):\n",
    "    gh = od[\"geohash\"][i].split(\"_\")\n",
    "    if gh[0] == gh[1]:\n",
    "        pass\n",
    "    else:\n",
    "        pt1 = pygeohash.decode(gh[0])\n",
    "        pt2 = pygeohash.decode(gh[1])\n",
    "        xdata = [pt1[1],pt2[1]]\n",
    "        ydata = [pt1[0],pt2[0]]\n",
    "        ax.add_line(le.Line2D(xdata,ydata,color='w',linewidth=od[\"count\"][i],\n",
    "                        alpha=0.5))\n",
    "ax.add_patch(plt.Polygon(bj,ec=\"b\",fc=\"None\"))\n",
    "ax.set_xlim(115.1,117.6)\n",
    "ax.set_ylim(39.3,41.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
